Development of the ChIMES Force Field for Reactive Molecular Systems: Carbon Monoxide at Extreme Conditions

03 April 2019, Version 1
This content is a preprint and has not undergone peer review at the time of posting.

Abstract

The interatomic Chebyshev Interaction Model for Efficient Simulation (ChIMES) is based on linear combinations of Chebyshev polynomials describing explicit two- and three-body interactions. Recently, the ChIMES model has been developed and applied to a molten metallic system of a single atom type (carbon), as well as a non-reactive molecular system of two atom types at ambient conditions (water). Here, we continue application of ChIMES to increasingly complex problems through extension to a reactive system. Specifically, we develop a ChIMES model for carbon monoxide under extreme conditions, with built-in transferability to nearby state points. We demonstrate that the resulting model recovers much of the accuracy of DFT while exhibiting a 104increase in efficiency, linear system size scalability and the ability to overcome the significant system size effects exhibited by DFT.

Keywords

ChIMES
Machine learning
Reactive
Force Field
Chebyshev
Carbon
Monoxide
CO

Supplementary materials

Title
Description
Actions
Title
ChIMES-CO-SI
Description
Actions

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